Sequential Model-Based Parameter Optimization: an Experimental Investigation of Automated and Interactive Approaches

DOI10.1007/978-3-642-02538-9_15zbMath1206.68363OpenAlexW1532554206WikidataQ60521665 ScholiaQ60521665MaRDI QIDQ3064530

Kevin Leyton-Brown, Frank Hutter, Holger H. Hoos, Thomas Bartz-Beielstein, Kevin P. Murphy

Publication date: 22 December 2010

Published in: Experimental Methods for the Analysis of Optimization Algorithms (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/978-3-642-02538-9_15

zbMATH Keywords

Gaussian process modelsSequential Kriging OptimizationSequential Parameter Optimization

Mathematics Subject Classification ID

Randomized algorithms (68W20)

Related Items (3)

A method for non-differentiable optimization problems ⋮ MPILS: an automatic tuner for MILP solvers ⋮ AutonoML: Towards an Integrated Framework for Autonomous Machine Learning

Uses Software

• Paramils
• UBCSAT
• DACE
• CMA-ES
• SPOT
• ISwR
• SMAC

This page was built for publication: Sequential Model-Based Parameter Optimization: an Experimental Investigation of Automated and Interactive Approaches